{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d0efed1-eca7-4470-bed1-a2242b509c12",
   "metadata": {},
   "source": [
    "# Traffic Flow Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa5719e3-a811-4bd8-9119-0c8f85ea3b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n",
    "from lightgbm import LGBMRegressor\n",
    "from lightgbm import Dataset as LightGBMDataset\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.metrics import mean_absolute_error, \\\n",
    "                            mean_absolute_percentage_error, \\\n",
    "                            mean_squared_error, root_mean_squared_error, \\\n",
    "                            r2_score\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import TensorDataset, DataLoader, Dataset\n",
    "from torchinfo import summary\n",
    "\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c94c11eb-8352-4e4d-a697-26d3321fdbd0",
   "metadata": {},
   "source": [
    "## 数据集加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b78edcce-2748-485f-8c1a-c7279566ecbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 358, 1)\n"
     ]
    }
   ],
   "source": [
    "pems03_data = np.load('./PEMS03/pems03.npz')\n",
    "traffic_data = pems03_data['data']\n",
    "print(traffic_data.shape) # 91天*24小时*12(5分钟统计一次流量数据)，探测器数量358，特征数 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85b60b78-56d6-4b65-82f8-1194cb6f58f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = traffic_data[:, 0, 0] # 第一个探测器的交通流量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5efcf12a-1487-4daa-83cb-0a64f1b7977e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.plot(np.arange(len(data)), data, linestyle= '-')\n",
    "fig.autofmt_xdate(rotation= 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19bad8e7-3c57-42ad-8687-49c9988a2095",
   "metadata": {},
   "source": [
    "**Normality Test**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fb7d8f3d-2125-4533-b429-d33d778b5f05",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = traffic_data[:, 0, 0]  # 流量数据为 第一特征，所以 future_3为 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cba991e2-bddb-49f1-93d5-b9e027e7b25a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "skewness: 0.22\n",
      "kurtosis: 2.10\n"
     ]
    }
   ],
   "source": [
    "# 计算偏度\n",
    "skewness = stats.skew(data)\n",
    "print(\"skewness: {:.2f}\".format(skewness))\n",
    "\n",
    "# 计算峰度\n",
    "# fisher=False表示使用Pearson的定义，峰度应该接近 3\n",
    "kurtosis = stats.kurtosis(data, fisher=False)  \n",
    "print(\"kurtosis: {:.2f}\".format(kurtosis))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23d04094-a656-41e1-ad91-bc47359bb4f6",
   "metadata": {},
   "source": [
    "**Reinventing Arrays**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "36df36ec-fc4c-4c9d-9235-03c63b2259c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重塑数组\n",
    "data = data.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30dd29f1-2a5c-4c8e-9908-efa900494007",
   "metadata": {},
   "source": [
    "`reshape` 方法用于改变数组的形状。第一个参数 `-1` 表示自动推断该维度的大小，使得数组在保持总元素数量不变的情况下，根据第二个参数的要求进行重塑。第二个参数 `1` 指定了新数组的第二维度为 `1`。举例说明，如果原始的 `data` 是一个一维数组 `[1, 2, 3, 4]`，执行 `data.reshape(-1, 1)` 后，`data` 将变为一个二维数组 `[[1], [2], [3], [4]]`。如果原始的 `data` 是一个二维数组，比如 `[[1, 2], [3, 4]]` ，执行该操作后会将其转换为一个二维数组，其中每个元素都被转换为一个包含单个元素的列表，即 `[[1], [2], [3], [4]]`。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5fe4980-3d41-479e-aa73-bd749fcbfb65",
   "metadata": {},
   "source": [
    "**Feature Scaling (normalisation)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c9b32433-7556-4418-b7a9-56f3b15dfec2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 1)\n"
     ]
    }
   ],
   "source": [
    "# 创建 StandardScaler实例，对特征进行拟合和变换\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(data)\n",
    "print(scaled_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6641cba3-2a9d-4413-a839-6a10e714359d",
   "metadata": {},
   "source": [
    "**构建时间序列数据**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a53a60e9-a92e-4dc6-9dc4-c09d9251761f",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_steps = 10\n",
    "X_list = []\n",
    "y_list = []\n",
    "\n",
    "for i in range(len(scaled_data) - time_steps):\n",
    "    X_list.append(scaled_data[i:i+time_steps])\n",
    "    y_list.append(scaled_data[i+time_steps])\n",
    "\n",
    "X = np.array(X_list) # [samples, time_steps, num_features]\n",
    "y = np.array(y_list) # [target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00aa96d0-c5e7-4281-b3a8-969402e3711b",
   "metadata": {},
   "source": [
    "上述代码的目的是进行时间序列数据的预处理，将原始的时间序列数据转换为适合机器学习模型输入的格式。具体来说，它通过滑动窗口的方式将时间序列数据分割成多个样本，每个样本包含一定数量的时间步 `time_steps` 的特征数据以及对应的一个目标值。`time_steps`：表示每个样本中包含的时间步数。它决定了模型在预测时考虑的历史数据长度。`X_list`：用于存储分割后的特征数据样本的列表。`y_list`：用于存储每个特征数据样本对应的目标值的列表。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be463ccd-bf3b-436d-9b30-98f5b3d724c7",
   "metadata": {},
   "source": [
    "`X_list.append(features_scaled[i:i + time_steps])`：将从当前位置 `i` 开始，长度为 `time_steps` 的特征数据切片添加到 `X_list` 中。这样就得到了一系列连续的时间步的特征数据样本。\n",
    "`y_list.append(target_scaled[i + time_steps])`：将当前位置 `i + time_steps` 的目标值添加到 `y_list` 中。这个目标值对应于当前特征数据样本之后的一个时间步的目标值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e4e18d38-ab12-4511-a16f-5216593e4f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "samples, time_steps, num_features = X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12a1aae5-0177-4b6a-9eaf-4e2a41710dd7",
   "metadata": {},
   "source": [
    "**Data set segmentation**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd216f89-d2fa-4fc7-8bf8-b0404ae25fda",
   "metadata": {},
   "source": [
    "`train_test_split` split arrays or matrices into random train and test subsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4a46f0c3-e2ed-4c2d-bd97-1cbf062f2a4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20958, 10, 1) (5240, 10, 1) (20958, 1) (5240, 1)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_valid,\\\n",
    "    y_train, y_valid = train_test_split(X, y, \n",
    "                                        test_size=0.2, \n",
    "                                        random_state=45,\n",
    "                                        shuffle=False)\n",
    "print(X_train.shape, X_valid.shape, y_train.shape, y_valid.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f768970-8c6e-49f5-ba99-96209f00e2d7",
   "metadata": {},
   "source": [
    "**Data Processor**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "88f73dcd-9eff-443b-b6f5-ff0c008faa5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataProcessor:\n",
    "    def __init__(self, X_train, y_train, X_valid, y_valid):\n",
    "        # 对数据进行预处理\n",
    "        self.X_train = X_train.squeeze()\n",
    "        self.y_train = y_train.ravel()\n",
    "        self.X_valid = X_valid.squeeze()\n",
    "        self.y_valid = y_valid.ravel()\n",
    "\n",
    "        # 创建LightGBM数据集实例\n",
    "        self.train_set = LightGBMDataset(self.X_train, label=self.y_train)\n",
    "        self.valid_set = LightGBMDataset(self.X_valid, label=self.y_valid, reference=self.train_set)\n",
    "\n",
    "    def get_label(self):\n",
    "        # 返回训练集的标签数据\n",
    "        return self.y_train\n",
    "\n",
    "    def num_data(self):\n",
    "        # 返回训练数据的数量\n",
    "        return len(self.X_train)\n",
    "\n",
    "    def feature_name(self):\n",
    "        # 返回特征名称列表，假设这里只是简单地生成数字序列作为特征名\n",
    "        return [f'feature_{i}' for i in range(self.X_train.shape[1])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b6b396ac-c946-4a32-943f-96af9a7cc945",
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = DataProcessor(X_train, y_train, X_valid, y_valid)\n",
    "# 直接访问 train_set 和 valid_set 属性\n",
    "train_set = processor.train_set\n",
    "valid_set = processor.valid_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "647e5872-55cf-4a0a-8e9f-6a1a0ca4a3c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.1244328  -1.25457285 -1.25457285 ... -0.09632638  0.05984168\n",
      " -0.25249444]\n",
      "20958\n",
      "['feature_0', 'feature_1', 'feature_2', 'feature_3', 'feature_4', 'feature_5', 'feature_6', 'feature_7', 'feature_8', 'feature_9']\n"
     ]
    }
   ],
   "source": [
    "print(processor.get_label())\n",
    "print(processor.num_data())\n",
    "print(processor.feature_name())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1355cf69-cef5-4cb9-8626-5a0e0c216ca6",
   "metadata": {},
   "source": [
    "# LightGBM 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9e8a77a4-dcba-48b3-83aa-e6e1c33bf734",
   "metadata": {},
   "outputs": [],
   "source": [
    "lgbm_model = LGBMRegressor(objective='regression', force_col_wise=True, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "246fc4a7-c183-40b9-9922-f8266c18ff9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameters = {\n",
    "    'max_depth': [3, 4, 5, 6, 10],\n",
    "    'n_estimators': [50, 100, 200, 300, 500],\n",
    "    'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n",
    "    'colsample_bytree': [0.3, 0.5, 0.7]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6e75989b-6fdf-4aa8-81de-773353b19300",
   "metadata": {},
   "outputs": [],
   "source": [
    "grid_search = GridSearchCV(estimator=lgbm_model, param_grid=parameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "35f8f387-b794-41e4-b837-e73db49baecd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Total Bins 2550\n",
      "[LightGBM] [Info] Number of data points in the train set: 20958, number of used features: 10\n",
      "[LightGBM] [Info] Start training from score 0.014641\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-2 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-2 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-2 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-2 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-2 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LGBMRegressor(force_col_wise=True, objective=&#x27;regression&#x27;, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;LGBMRegressor<span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>LGBMRegressor(force_col_wise=True, objective=&#x27;regression&#x27;, random_state=42)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "LGBMRegressor(force_col_wise=True, objective='regression', random_state=42)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用训练集和验证集进行模型训练\n",
    "lgbm_model.fit(train_set.data, train_set.label, eval_set=[(valid_set.data, valid_set.label)], eval_metric=['l1','l2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e0234cd1-b562-456f-8157-57efa9450aca",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取评估结果\n",
    "evals_result = lgbm_model.evals_result_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8f4a489a-24c2-4ec8-a57c-8b4bd7664f3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mae: [0.7600801990271044, 0.6856738907029832, 0.6191406755813598, 0.5597099675371626, 0.5065200864171424, 0.4593304717611277, 0.417204146704738, 0.3798493403555167, 0.34665084853238015, 0.31732800358090596, 0.2914648661668878, 0.26881335177527094, 0.2489380292484114, 0.23153941555901486, 0.21633533004395275, 0.20319868348681108, 0.19184335747631048, 0.18199141588697773, 0.1735559757497228, 0.16632663355742844, 0.16010500503823769, 0.15473920663800733, 0.1501530770910562, 0.14628133431981513, 0.14301858049262112, 0.14025708022919556, 0.13795916103472955, 0.13594929600398492, 0.13419821946959878, 0.13278588748632983, 0.13160966062146554, 0.13063524381470965, 0.12987932558520351, 0.12920968971029423, 0.12858827849622226, 0.1281640457374141, 0.1277654772568212, 0.12745188440306499, 0.12719505504224068, 0.12701840201416512, 0.12680832700466302, 0.12664241825728886, 0.1264795022357729, 0.12645368195414805, 0.12639796056745933, 0.12628541628314802, 0.1262083857062262, 0.12611853176912247, 0.1260464607305623, 0.12594425408839655, 0.12589056225325895, 0.1258697765471309, 0.12585326590484078, 0.12580342862969268, 0.1258043814626996, 0.1257778967498648, 0.1257236991416982, 0.12571725741283793, 0.12571776287531, 0.12570990284311473, 0.1256837755640705, 0.12567682715533904, 0.1256308128367707, 0.12563653997135066, 0.12561057838409445, 0.1256058775852495, 0.1256214713414463, 0.12557752075593573, 0.12557886408739047, 0.1255346054064605, 0.12554671789784952, 0.12554685621632347, 0.1255024440856498, 0.1255200715248583, 0.12550218349109327, 0.12549912578248157, 0.12547253595029167, 0.12549159651619543, 0.12550180595669796, 0.12552499141289142, 0.12546802518080105, 0.12549403318515404, 0.12546944698703005, 0.12545083409328825, 0.1254583084154681, 0.12541381650518857, 0.1254074674081105, 0.1254371618969457, 0.12542127606909298, 0.12538287655487507, 0.1253728918396527, 0.12534173932745418, 0.12530840059897108, 0.12528518475447273, 0.12524957531588599, 0.12525992571458053, 0.12522743555221091, 0.1252165485611742, 0.12520311072610937, 0.1251799471386047]\n",
      "mse: [0.7758624439645762, 0.6341988884564979, 0.5197106970918897, 0.42722073875036937, 0.35206039225036057, 0.2911716593620111, 0.2417246604924527, 0.20162442796532154, 0.16909463064603117, 0.1427550944228876, 0.1213495259715208, 0.10405185027088615, 0.08998135803399543, 0.07855344451128904, 0.06931008491446139, 0.061827280962549386, 0.055738626983279915, 0.05074616003298481, 0.046719153051518435, 0.04347003965270501, 0.040821183482897136, 0.038670819625855946, 0.0369134592335805, 0.035480943916800484, 0.03431919400696905, 0.03337433979342066, 0.0326092027094627, 0.031985399002839365, 0.03145271518068123, 0.031019759636929184, 0.030688255704050017, 0.030394824176805137, 0.03017713873475424, 0.030005327031039964, 0.02982421454857341, 0.029718786597650888, 0.029610137444763512, 0.02952879835571803, 0.029470459760502735, 0.02942717632437035, 0.02937574622737127, 0.02933509639697291, 0.029287137541929104, 0.02929451583871047, 0.02930224267226362, 0.029271068256975355, 0.029257836887286157, 0.029238737105910174, 0.029214642576172834, 0.02918300099255278, 0.029175208318538898, 0.029171820014460493, 0.02917854080668203, 0.02915308065053799, 0.029148407107533185, 0.0291458971561911, 0.029125618851090593, 0.02913555688700408, 0.029146717267464806, 0.029138819741036142, 0.02913643745021141, 0.0291487986150297, 0.029142197967771948, 0.02916285860191544, 0.029157121406645992, 0.02915454020976714, 0.029157195059619414, 0.029143642054645032, 0.029153192434639662, 0.02914559323453311, 0.029166078531577346, 0.029160603377076124, 0.02914579547242322, 0.029154865985394116, 0.02915059731954252, 0.0291444838166952, 0.029138955235509082, 0.0291541816003519, 0.029163090163253285, 0.029172893399945738, 0.029146131900272165, 0.02916227667095093, 0.029167065472934017, 0.029167911238478325, 0.0291712201541227, 0.029164056301056056, 0.02916053754777235, 0.029167404706904366, 0.029157614074706958, 0.02915030559897974, 0.029149080758476713, 0.029144228354646997, 0.029121967938260336, 0.02910231882691645, 0.029086915258404556, 0.029085039005510824, 0.029074097434591804, 0.029073808981117978, 0.02907417398007158, 0.029061184111458267]\n"
     ]
    }
   ],
   "source": [
    "l1_array = []\n",
    "l2_array = []\n",
    "\n",
    "for dataset_name, values in evals_result.items():\n",
    "    if 'l1' in values:\n",
    "        l1_array.extend(values['l1'])\n",
    "    if 'l2' in values:\n",
    "        l2_array.extend(values['l2'])\n",
    "\n",
    "print('mae:', l1_array)\n",
    "print('mse:', l2_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0d69a2f3-4d7f-4e57-9a3e-d57fab8681d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# L1平均绝对误差 (MAE)\n",
    "fig1 = plt.figure(figsize=(18, 6))\n",
    "plt.plot(l1_array, linestyle='-', label='mae')\n",
    "plt.title('Mean Absolute Error, MAE')  # 标题\n",
    "plt.ylabel('MAE Loss')  # 标签\n",
    "plt.legend()  # 显示图例\n",
    "fig1.autofmt_xdate(rotation=45)  # 旋转标签\n",
    "plt.show()\n",
    "\n",
    "# L2均方误差 (MSE)\n",
    "fig2 = plt.figure(figsize=(18, 6))\n",
    "plt.plot(l2_array, linestyle='-', color='orange', label='mse')\n",
    "plt.title('Mean Squared Error, MSE')  \n",
    "plt.ylabel('MSE Loss')  \n",
    "plt.legend()  # 显示图例\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "087dae8b-6e2a-4b90-a64b-8943eb252063",
   "metadata": {},
   "outputs": [],
   "source": [
    "lgbm_targets = valid_set.label\n",
    "lgbm_predictions = lgbm_model.predict(valid_set.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "05702b51-cfe9-4796-8408-2457f986f485",
   "metadata": {},
   "outputs": [],
   "source": [
    "denormalized_lgbm_targets = scaler.inverse_transform(lgbm_targets.reshape(1, -1)).reshape(-1,)\n",
    "denormalized_lgbm_predictions = scaler.inverse_transform(lgbm_predictions.reshape(1, -1)).reshape(-1,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3676cdf2-1145-4910-a955-0dc5539c3557",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the data\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.title('Comparison of validation set prediction results')\n",
    "plt.plot(denormalized_lgbm_targets, color='steelblue',label='Actual Value')\n",
    "plt.plot(denormalized_lgbm_predictions, color='orange', label='Valid Value')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "66535601-0e2b-4c17-a69d-3a21f6f4074d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 5), dpi=100)\n",
    "sns.regplot(x=denormalized_lgbm_targets, y=denormalized_lgbm_predictions, scatter=True, marker=\"*\", color='gold',line_kws={'color': 'red'})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c2a77b-921c-4007-aa36-b3a781a99a59",
   "metadata": {},
   "source": [
    "**评估指标**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49242ad7-b1fa-495f-a155-3f57f5b2d8d9",
   "metadata": {},
   "source": [
    "通过调用 `sklearn.metrics` 模块中的 `mean_absolute_error` `mean_absolute_percentage_error` `mean_squared_error` `root_mean_squared_error` `r2_score` 函数来评估模型性能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "34a5974f-5465-4f1c-b66a-bf75b00f82bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 0.1252\n",
      "MAPE: 50.7395%\n",
      "MSE: 0.0291\n",
      "RMSE: 0.1705\n",
      "R²: 0.9692\n"
     ]
    }
   ],
   "source": [
    "mae = mean_absolute_error(lgbm_targets, lgbm_predictions)\n",
    "print(f\"MAE: {mae:.4f}\")\n",
    "\n",
    "mape = mean_absolute_percentage_error(lgbm_targets, lgbm_predictions)\n",
    "print(f\"MAPE: {mape * 100:.4f}%\")\n",
    "\n",
    "mse = mean_squared_error(lgbm_targets, lgbm_predictions)\n",
    "print(f\"MSE: {mse:.4f}\")\n",
    "\n",
    "rmse = root_mean_squared_error(lgbm_targets, lgbm_predictions)\n",
    "print(f\"RMSE: {rmse:.4f}\")\n",
    "\n",
    "r2 = r2_score(lgbm_targets, lgbm_predictions)\n",
    "print(f\"R²: {r2:.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0aad6d54-1953-4547-902a-b6ef46cf2ebd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
